메뉴 건너뛰기




Volumn 6, Issue 10, 2009, Pages 2001-2013

Towards global empirical upscaling of FLUXNET eddy covariance observations: Validation of a model tree ensemble approach using a biosphere model

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHM; ATMOSPHERE-BIOSPHERE INTERACTION; BIOSPHERE; CARBON CYCLE; DATA SET; EDDY COVARIANCE; EMPIRICAL ANALYSIS; HIERARCHICAL SYSTEM; LAND COVER; MODEL VALIDATION; NUMERICAL MODEL; PHOTOSYNTHESIS; PHOTOSYNTHETICALLY ACTIVE RADIATION; PRIMARY PRODUCTION; REGRESSION ANALYSIS; UPSCALING;

EID: 77953589394     PISSN: 17264170     EISSN: 17264189     Source Type: Journal    
DOI: 10.5194/bg-6-2001-2009     Document Type: Article
Times cited : (543)

References (51)
  • 1
    • 0016355478 scopus 로고
    • A new look at the statistical model identification
    • Akaike, H.: A new look at the statistical model identification, IEEE Transactions on Automatic Control, 19(6), 716-723, 1974.
    • (1974) IEEE Transactions on Automatic Control , vol.19 , Issue.6 , pp. 716-723
    • Akaike, H.1
  • 4
    • 0030211964 scopus 로고    scopus 로고
    • Bagging predictors
    • Breiman, L.: Bagging predictors, Mach. Learn., 24(2), 123-140, 1996.
    • (1996) Mach. Learn. , vol.24 , Issue.2 , pp. 123-140
    • Breiman, L.1
  • 5
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Breiman, L.: Random forests, Mach. Learn., 45(1), 5-32, 2001.
    • (2001) Mach. Learn. , vol.45 , Issue.1 , pp. 5-32
    • Breiman, L.1
  • 7
    • 3943104005 scopus 로고    scopus 로고
    • Role of land cover changes for atmospheric CO2 increase and climate change during the last 150 years
    • Brovkin, V., Sitch, S., von Bloh, W., Claussen, M., Bauer, E., and Cramer, W.: Role of land cover changes for atmospheric CO2 increase and climate change during the last 150 years, Glob. Change Biol., 10(8), 1253-1266, 2004.
    • (2004) Glob. Change Biol. , vol.10 , Issue.8 , pp. 1253-1266
    • Brovkin, V.1    Sitch, S.2    Von Bloh, W.3    Claussen, M.4    Bauer, E.5    Cramer, W.6
  • 8
    • 8744307994 scopus 로고    scopus 로고
    • Multimodel inference - understanding AIC and BIC in model selection
    • Burnham, K. P. and Anderson, D. R.: Multimodel inference - understanding AIC and BIC in model selection, Sociological Methods and Research, 33(2), 261-304, 2004.
    • (2004) Sociological Methods and Research , vol.33 , Issue.2 , pp. 261-304
    • Burnham, K.P.1    Anderson, D.R.2
  • 9
    • 58349098335 scopus 로고    scopus 로고
    • Failure prediction of dotcom companies using hybrid intelligent techniques
    • Chandra, D. K., Ravi, V., and Bose I.: Failure prediction of dotcom companies using hybrid intelligent techniques, Expert Syst. Appl., 36, 4830-4837, 2009.
    • (2009) Expert Syst. Appl. , vol.36 , pp. 4830-4837
    • Chandra, D.K.1    Ravi, V.2    Bose, I.3
  • 10
    • 0034250160 scopus 로고    scopus 로고
    • An experimental comparison of three methods for constructing ensembles of decision trees: Bagging, boosting, and randomization
    • Dietterich, T. G.: An experimental comparison of three methods for constructing ensembles of decision trees: Bagging, boosting, and randomization, Mach. Learn., 40(2), 139-157, 2000.
    • (2000) Mach. Learn. , vol.40 , Issue.2 , pp. 139-157
    • Dietterich, T.G.1
  • 11
    • 85036745232 scopus 로고    scopus 로고
    • Virtual water content of temperate cereals and maize: Present and potential future pattern
    • in review
    • Fader, M., Rost, S., and Müller, C.: Virtual water content of temperate cereals and maize: Present and potential future pattern, J. Hydrol., in review.
    • J. Hydrol.
    • Fader, M.1    Rost, S.2    Müller, C.3
  • 13
    • 33646430006 scopus 로고    scopus 로고
    • Extremely randomized trees
    • Geurts, P., Ernst, D., and Wehenkel, L.: Extremely randomized trees, Mach. Learn., 63(1), 3-42, 2006.
    • (2006) Mach. Learn. , vol.63 , Issue.1 , pp. 3-42
    • Geurts, P.1    Ernst, D.2    Wehenkel, L.3
  • 15
    • 0030318804 scopus 로고    scopus 로고
    • BIOME3: An equilibrium terrestrial biosphere model based on ecophysiological constraints, resource availability and competition among plant functional types
    • Haxeltine, A. and Prentice, I. C.: BIOME3: an equilibrium terrestrial biosphere model based on ecophysiological constraints, resource availability and competition among plant functional types, Global Biogeochem. Cy., 10, 693-710, 1996.
    • (1996) Global Biogeochem. Cy. , vol.10 , pp. 693-710
    • Haxeltine, A.1    Prentice, I.C.2
  • 17
    • 0035508356 scopus 로고    scopus 로고
    • The Carbon Cycle Response to ENSO: A Coupled Climate-Carbon Cycle Model Study
    • Jones, C., Collins, M., Cox, P., and Spall, S. A.: The Carbon Cycle Response to ENSO: A Coupled Climate-Carbon Cycle Model Study, J. Climate, 14, 4113-4129, 2001.
    • (2001) J. Climate , vol.14 , pp. 4113-4129
    • Jones, C.1    Collins, M.2    Cox, P.3    Spall, S.A.4
  • 22
    • 62249107327 scopus 로고    scopus 로고
    • Using single-and multi-target regression trees and ensembles to model a compound index of vegetation condition
    • Kocev, D., Dzeroski, S., White, M. D., Newell, G., and Griffioen, P.: Using single-and multi-target regression trees and ensembles to model a compound index of vegetation condition, Ecol. Modell., 220, 1159-1168, 2009.
    • (2009) Ecol. Modell. , vol.220 , pp. 1159-1168
    • Kocev, D.1    Dzeroski, S.2    White, M.D.3    Newell, G.4    Griffioen, P.5
  • 23
    • 52149090066 scopus 로고    scopus 로고
    • Influence of observation errors in eddy flux data on inverse model paramter estimation
    • Lasslop, G., Reichstein, M., Kattge, J., and Papale, D.: Influence of observation errors in eddy flux data on inverse model paramter estimation, Biogeosciences, 5, 1311-1324, 2008, http://www.biogeosciences.net/5/1311/2008/.
    • (2008) Biogeosciences , vol.5 , pp. 1311-1324
    • Lasslop, G.1    Reichstein, M.2    Kattge, J.3    Papale, D.4
  • 24
    • 70749099583 scopus 로고    scopus 로고
    • Separation of net ecosystem exchange into assimilation and respiration using a light response curve approach: Critical issues and global evaluation
    • doi:10.1111/j.1365-2486.2009.02041.x, in press
    • Lasslop, G., Reichstein, M., Papale, D., Richardson, A. D., Arneth, A., Barr, A., Stoy, P., and Wohlfahrt, G.: Separation of net ecosystem exchange into assimilation and respiration using a light response curve approach: critical issues and global evaluation, Glob. Change Biol., doi:10.1111/j.1365-2486.2009. 02041.x, in press, 2009.
    • (2009) Glob. Change Biol.
    • Lasslop, G.1    Reichstein, M.2    Papale, D.3    Richardson, A.D.4    Arneth, A.5    Barr, A.6    Stoy, P.7    Wohlfahrt, G.8
  • 25
    • 77950848661 scopus 로고    scopus 로고
    • Maximizing Tree Diversity by Building Complete-Random Decision Trees, Advances in Knowledge Discovery and Data Mining
    • Liu, F. T., Ting, K. M., and Fan, W.: Maximizing Tree Diversity by Building Complete-Random Decision Trees, Advances in Knowledge Discovery and Data Mining, 9th Pacific-Asia Conference, PAKDD 2005, 2005.
    • (2005) 9th Pacific-Asia Conference, PAKDD 2005
    • Liu, F.T.1    Ting, K.M.2    Fan, W.3
  • 27
    • 34548281605 scopus 로고    scopus 로고
    • Extrapolation errors in linear model trees
    • ISSN:1556-4681
    • Loh, W., Chen, C. W., and Zheng, W.: Extrapolation errors in linear model trees, ACM Trans. Knowl. Discov. Data, 1(2), 6, ISSN:1556-4681, 2007.
    • (2007) ACM Trans. Knowl. Discov. Data , vol.1 , Issue.2 , pp. 6
    • Loh, W.1    Chen, C.W.2    Zheng, W.3
  • 29
    • 84984426556 scopus 로고
    • The accuracy of extrapolation (time series) methods: Results of a forecasting competition
    • Makridakis, S., Anderson, A., Carbone, R., Fildes, R., Hibdon, M., and Lewandowski, R.: The accuracy of extrapolation (time series) methods: Results of a forecasting competition, J. Forecast., 1, 111-153, 1982.
    • (1982) J. Forecast. , vol.1 , pp. 111-153
    • Makridakis, S.1    Anderson, A.2    Carbone, R.3    Fildes, R.4    Hibdon, M.5    Lewandowski, R.6
  • 31
    • 0036321801 scopus 로고    scopus 로고
    • A high-resolution data set of surface climate over global land areas
    • New, M., Lister, D, Hulme, M. and Makin I.: A high-resolution data set of surface climate over global land areas, Climate Res., 21, 1-25, 2002.
    • (2002) Climate Res. , vol.21 , pp. 1-25
    • New, M.1    Lister, D.2    Hulme, M.3    Makin, I.4
  • 32
    • 33845607360 scopus 로고    scopus 로고
    • Homogenisierung und Aktualisierung des Klimadatensdatzes der Climate Research Unit of East Anglia, Norwich
    • Österle, H., Gerstengarbe, F.-W., and Werner, P. C.: Homogenisierung und Aktualisierung des Klimadatensdatzes der Climate Research Unit of East Anglia, Norwich, Terra Nostra, 6, 326-329, 2003.
    • (2003) Terra Nostra , vol.6 , pp. 326-329
    • Österle, H.1    Gerstengarbe, F.-W.2    Werner, P.C.3
  • 33
    • 0037884965 scopus 로고    scopus 로고
    • A new assessment of European forests carbon exchanges by eddy fluxes and artificial neural network spatialization
    • Papale, D. and Valentini, A.: A new assessment of European forests carbon exchanges by eddy fluxes and artificial neural network spatialization, Glob. Change Biol., 9(4), 525-535, 2003.
    • (2003) Glob. Change Biol. , vol.9 , Issue.4 , pp. 525-535
    • Papale, D.1    Valentini, A.2
  • 34
    • 33751515476 scopus 로고    scopus 로고
    • Towards a standardized processing of Net Ecosystem Exchange measured with eddy covariance technique: Algorithms and uncertainty estimation
    • Papale, D., Reichstein, M., Aubinet, M., Canfora, E., Bernhofer, C., Kutsch, W., Longdoz, B., Rambal, S., Valentini, R., Vesala, T., and Yakir, D.: Towards a standardized processing of Net Ecosystem Exchange measured with eddy covariance technique: algorithms and uncertainty estimation, Biogeosciences, 3, 571-583, 2006, http://www.biogeosciences.net/3/571/2006/. (Pubitemid 44832307)
    • (2006) Biogeosciences , vol.3 , Issue.4 , pp. 571-583
    • Papale, D.1    Reichstein, M.2    Aubinet, M.3    Canfora, E.4    Bernhofer, C.5    Kutsch, W.6    Longdoz, B.7    Rambal, S.8    Valentini, R.9    Vesala, T.10    Yakir, D.11
  • 35
    • 30044434365 scopus 로고    scopus 로고
    • Incremental learning of linear model trees
    • Potts, D. and Sammut, C.: Incremental learning of linear model trees, Mach. Learn., 61(1-3), 5-48, 2005.
    • (2005) Mach. Learn , vol.61 , Issue.1-3 , pp. 5-48
    • Potts, D.1    Sammut, C.2
  • 36
    • 0027089143 scopus 로고
    • A Global Biome Model Based on Plant Physiology and Dominance, Soil Properties and Climate
    • Prentice, I. C., Cramer, W., Harrison, S. P., Leemans, R., Monserud, R. A., and Solomon, A. M.: A Global Biome Model Based on Plant Physiology and Dominance, Soil Properties and Climate, J. Biogeography, 19(2), 117-134, 1992.
    • (1992) J. Biogeography , vol.19 , Issue.2 , pp. 117-134
    • Prentice, I.C.1    Cramer, W.2    Harrison, S.P.3    Leemans, R.4    Monserud, R.A.5    Solomon, A.M.6
  • 37
    • 50649087493 scopus 로고    scopus 로고
    • Response of the terrestrial carbon cycle to the El Nino-Southern Oscillation
    • Qian, H., Joseph, R., and Zeng, N.: Response of the terrestrial carbon cycle to the El Nino-Southern Oscillation, Tellus B, 60(4), 537-550, 2008.
    • (2008) Tellus B , vol.60 , Issue.4 , pp. 537-550
    • Qian, H.1    Joseph, R.2    Zeng, N.3
  • 39
    • 27744444268 scopus 로고    scopus 로고
    • On the separation of net ecosystem exchange into assimilation and ecosystem respiration: Review and improved algorithm
    • Reichstein, M., Falge, E., Baldocchi, D., et al.: On the separation of net ecosystem exchange into assimilation and ecosystem respiration: review and improved algorithm, Glob. Change Biol., 11(9), 1424-1439, 2005.
    • (2005) Glob. Change Biol. , vol.11 , Issue.9 , pp. 1424-1439
    • Reichstein, M.1    Falge, E.2    Baldocchi, D.3
  • 40
    • 33645020735 scopus 로고    scopus 로고
    • A multisite analysis of random error in tower-based measurements of carbon and energy fluxes
    • Richardson, A. D., Hollinger, D. Y., Burba, G. G., et al.: A multisite analysis of random error in tower-based measurements of carbon and energy fluxes, Agr. Forest. Meteorol., 136(1-2), 1-18, 2006.
    • (2006) Agr. Forest. Meteorol. , vol.136 , Issue.1-2 , pp. 1-18
    • Richardson, A.D.1    Hollinger, D.Y.2    Burba, G.G.3
  • 41
    • 33646784000 scopus 로고    scopus 로고
    • Terrestrial biosphere carbon storage under alternative climate projections
    • Schaphoff, S., Lucht, W., Gerten, D., Sitch, S., Cramer, W., and Prentice, I. C.: Terrestrial biosphere carbon storage under alternative climate projections, Climatic Change, 74(1-3), 97-122, 2006.
    • (2006) Climatic Change , vol.74 , Issue.1-3 , pp. 97-122
    • Schaphoff, S.1    Lucht, W.2    Gerten, D.3    Sitch, S.4    Cramer, W.5    Prentice, I.C.6
  • 42
    • 0000120766 scopus 로고
    • Estimating the dimension of a model
    • Schwarz, G.: Estimating the dimension of a model, Ann. Stat., 6(2), 461-464, 1978.
    • (1978) Ann. Stat. , vol.6 , Issue.2 , pp. 461-464
    • Schwarz, G.1
  • 45
    • 0037293704 scopus 로고    scopus 로고
    • Evaluation of ecosystem dynamics, plant geography and terrestrial carbon cycling in the LPJ dynamic global vegetation model
    • Sitch, S., Smith, B., Prentice, I. C., et al.: Evaluation of ecosystem dynamics, plant geography and terrestrial carbon cycling in the LPJ dynamic global vegetation model, Glob. Change Biol., 9(2), 161-185, 2003.
    • (2003) Glob. Change Biol. , vol.9 , Issue.2 , pp. 161-185
    • Sitch, S.1    Smith, B.2    Prentice, I.C.3
  • 46
    • 38049156714 scopus 로고    scopus 로고
    • A simple regression based heuristic for learning model trees
    • Vens, C. and Blockeel, H.: A simple regression based heuristic for learning model trees, Intelligent Data Analysis, 10, 215-236, 2006.
    • (2006) Intelligent Data Analysis , vol.10 , pp. 215-236
    • Vens, C.1    Blockeel, H.2
  • 50
    • 53849134455 scopus 로고    scopus 로고
    • Estimation of net ecosystem carbon exchange for the conterminous United States by combining MODIS and AmeriFlux data
    • Xiao, J. F., Zhuang, Q. L., Baldocchi, D. D., et al.: Estimation of net ecosystem carbon exchange for the conterminous United States by combining MODIS and AmeriFlux data, Agr. Forest Meteorol., 148(11), 1827-1847, 2008.
    • (2008) Agr. Forest Meteorol. , vol.148 , Issue.11 , pp. 1827-1847
    • Xiao, J.F.1    Zhuang, Q.L.2    Baldocchi, D.D.3
  • 51
    • 34447542595 scopus 로고    scopus 로고
    • Developing a continental-scale measure of gross primary production by combining MODIS and AmeriFlux data through Support Vector Machine Approach
    • Yang, L., Ichii, K., White, M. A., Hashimoto, H., Michaelis, A., Votava, P., Zhu, A., Huete, A., Running, S., and Nemani, R.: Developing a continental-scale measure of gross primary production by combining MODIS and AmeriFlux data through Support Vector Machine Approach, Remote Sens. Environ., 110, 109-122, 2007.
    • (2007) Remote Sens. Environ. , vol.110 , pp. 109-122
    • Yang, L.1    Ichii, K.2    White, M.A.3    Hashimoto, H.4    Michaelis, A.5    Votava, P.6    Zhu, A.7    Huete, A.8    Running, S.9    Nemani, R.10


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.